Combinatorial synthesis for AI-driven materials discovery

JM Gregoire, L Zhou, JA Haber - Nature Synthesis, 2023 - nature.com
Combinatorial synthesis of solid-state materials comprises the use of automation or
parallelization to systematically vary synthesis parameters. This approach to materials …

Data-driven methods for accelerating polymer design

TK Patra - ACS Polymers Au, 2021 - ACS Publications
Optimal design of polymers is a challenging task due to their enormous chemical and
configurational space. Recent advances in computations, machine learning, and increasing …

High-entropy oxides: An emerging prospect for magnetic rare-earth transition metal perovskites

R Witte, A Sarkar, R Kruk, B Eggert, RA Brand… - Physical Review …, 2019 - APS
It has been shown that oxide ceramics containing multiple transition and/or rare-earth
elements in equimolar ratios have a strong tendency to crystallize in simple single-phase …

Membranes for hydrogen separation

NW Ockwig, TM Nenoff - Chemical reviews, 2007 - ACS Publications
The increasing demand for “clean” and efficient energy has resulted in an increased global
willingness to embrace the proposed “hydrogen economy” as a potential long term solution …

Combinatorial and high-throughput screening of materials libraries: review of state of the art

R Potyrailo, K Rajan, K Stoewe, I Takeuchi… - ACS combinatorial …, 2011 - ACS Publications
Rational materials design based on prior knowledge is attractive because it promises to
avoid time-consuming synthesis and testing of numerous materials candidates. However …

Small functional groups for controlled differentiation of hydrogel-encapsulated human mesenchymal stem cells

DSW Benoit, MP Schwartz, AR Durney, KS Anseth - Nature materials, 2008 - nature.com
Cell–matrix interactions have critical roles in regeneration, development and disease. The
work presented here demonstrates that encapsulated human mesenchymal stem cells …

Effect of citric acid crosslinking cellulose‐based hydrogels on osteogenic differentiation

MG Raucci, MA Alvarez‐Perez… - … Research Part A, 2015 - Wiley Online Library
Understanding the relationships between material surface properties and cellular responses
is essential to designing optimal material surfaces for implantation and tissue engineering …

Combinatorial screen of the effect of surface energy on fibronectin-mediated osteoblast adhesion, spreading and proliferation

SB Kennedy, NR Washburn, CG Simon Jr, EJ Amis - Biomaterials, 2006 - Elsevier
In order to accelerate tissue-engineering research, a combinatorial approach for
investigating the effect of surface energy on cell response has been developed. Surface …

Combinatorial and high-throughput development of sensing materials: the first 10 years

RA Potyrailo, VM Mirsky - Chemical Reviews, 2008 - ACS Publications
Chemical and biological sensors have found their niche among modern analytical
instruments when real-time determination of the concentration of specific sample …

Neural-network-biased genetic algorithms for materials design: evolutionary algorithms that learn

TK Patra, V Meenakshisundaram… - ACS combinatorial …, 2017 - ACS Publications
Machine learning has the potential to dramatically accelerate high-throughput approaches
to materials design, as demonstrated by successes in biomolecular design and hard …